{"id":"W2767368277","doi":"10.1109/models.2017.25","title":"Heuristic-Based Recommendation for Metamodel — OCL Coevolution","year":2017,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Metamodeling; Coevolution; Computer science; Heuristic; Space (punctuation); Theoretical computer science; Artificial intelligence; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002997029,0.001498493,0.001891353,0.003466343,0.0009128742,0.002161391,0.003470154,0.00252399,0.003649117],"category_scores_gemma":[0.01662216,0.0008935678,0.001506768,0.00339287,0.0008665419,0.00307987,0.00169704,0.001683356,0.0007579217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001854661,"about_ca_system_score_gemma":0.001922628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01090834,"about_ca_topic_score_gemma":0.02189822,"domain_scores_codex":[0.99678,0.001139118,0.0002074153,0.000672302,0.001010278,0.0001909463],"domain_scores_gemma":[0.9916229,0.004287114,0.0007488245,0.001986439,0.001065184,0.0002895337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004093605,0.001023826,0.01095945,0.000555302,0.0005335289,0.0003163316,0.0006363716,0.3986154,0.008367592,0.01905133,0.01156616,0.5479653],"study_design_scores_gemma":[0.00004767132,0.00008612567,0.0006085373,0.00002697113,0.00006066573,0.00008930979,0.00007314983,0.98805,0.001490667,0.006646219,0.002791551,0.00002909144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07800262,0.001087938,0.9106732,0.0007116377,0.00009824961,0.0004623255,0.0004941332,0.002714941,0.005754896],"genre_scores_gemma":[0.4352668,0.0002992685,0.5593677,0.0004364391,0.00007979597,0.0003398862,0.001039965,0.0003244213,0.002845751],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01090834,"threshold_uncertainty_score":0.02168971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06288844914027365,"score_gpt":0.3391041632655983,"score_spread":0.2762157141253246,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}